Build Less, Learn Faster: What the Data Says About MVP Scope

October 10, 2026

Most founders cut an MVP's scope only when they run out of time or money. Here is what the research says about how much to build first.

Why startups shut down

CB Insights studied 431 venture-backed startups that shut down since 2023.^[1]

• 70% ran out of capital. The report calls this “almost always the final cause of death, not the root problem.”^[1]
• 43% cited poor product-market fit.^[1]
• Two-thirds of the product-market fit failures were early-stage companies that never found a market.^[1]

Most features go unused

Pendo analyzed feature usage across 615 software products.^[2]

• 80% of features in the average product are rarely or never used.^[2]
• 12% of features generate 80% of daily usage.^[2]

This data comes from established products, not MVPs, and from a company that sells usage analytics.^[2]

Smaller projects succeed more often

The Standish Group's 2013 CHAOS report compared software project outcomes by size.^[3]

• Projects under $1 million in labor: 76% succeeded and 4% failed.^[3]
• Projects over $10 million in labor: 10% succeeded and 38% failed.^[3]
• Large projects were roughly 10 times more likely to fail outright.^[3]

These are IT projects from 2012, not startups specifically.^[3]

What the data points to

1. Test for a market first. Poor product-market fit was cited in 43% of shutdowns.^[1]
2. Build the few features that matter. 12% of features drive 80% of usage.^[2]
3. Keep the project small. Small projects succeeded 76% of the time, versus 10% for large ones.^[3]
4. Measure feature usage from day one. Pendo recommends tracking your most important features so you can see what gets used.^[2]